Why Sexual Assault in Intimate Relationships Must be Criminalized as Required by International Human Rights Law: A Response to the Symposium Comments
Bibliographic record
Abstract
Ending the marital rape exemption in criminal law is a demand for legal equality and autonomy for women, rights that are enshrined in international human rights law. Drawing on international human rights law as a source of authority for challenging the marital rape exception in criminal law allows feminist and other social justice organizations, within their specific national and local contexts, to seek greater state action and accountability toward ending this form of violence against women and this violation of women’s human rights. In this reply, we challenge the arguments in the symposium that oppose or caution against criminalizing sexual violence in intimate relationships as a necessary legal strategy, and that refute our view that ending the marital rape exemption is required by international human rights law.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.019 | 0.042 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.003 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.012 | 0.015 |
| Scholarly communication | 0.009 | 0.011 |
| Open science | 0.005 | 0.007 |
| Research integrity | 0.054 | 0.070 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".